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rm(list = ls())
library(Seurat)
library(dplyr)
library(patchwork)
library(magrittr)
# Load the LC dataset
Loco.data <- Read10X(data.dir = "~/data/Locus_Coruleus2/count/")
# Initialize the Seurat object with the raw (non-normalized data).
Loco <- CreateSeuratObject(counts = Loco.data, project = "Locus_Coruleus", min.cells = 3, min.features = 200)
# The [[ operator can add columns to object metadata. This is a great place to stash QC stats
Loco[["percent.mt"]] <- PercentageFeatureSet(Loco, pattern = "^mt-")
# Visualize QC metrics as a violin plot
VlnPlot(Loco, features = c("nFeature_RNA", "nCount_RNA", "percent.mt"), ncol = 3)

# FeatureScatter is typically used to visualize feature-feature relationships, but can be used
# for anything calculated by the object, i.e. columns in object metadata, PC scores etc.
plot1 <- FeatureScatter(Loco, feature1 = "nCount_RNA", feature2 = "percent.mt")
plot2 <- FeatureScatter(Loco, feature1 = "nCount_RNA", feature2 = "nFeature_RNA")
plot1 + plot2

Loco <- subset(Loco, subset = nFeature_RNA > 200 & percent.mt < 20)
# normalize and run dimensionality reduction on control dataset
Loco <- SCTransform(Loco, return.only.var.genes = FALSE, verbose = FALSE, variable.features.n = 10000) %>%
    RunPCA(npcs = 100, verbose = FALSE) %>%
    RunUMAP(dims = 1:20, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:100, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Loco, dims = 1:20, cells = 500, balanced = TRUE)

ElbowPlot(Loco, ndims = 30)

DimPlot(Loco, reduction = "umap",label = T)

Loco.markers <- FindAllMarkers(Loco, only.pos = TRUE, test.use = "wilcox", min.pct = 0.1, logfc.threshold = 0.25)
Calculating cluster 0

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Calculating cluster 1

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Calculating cluster 2

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Calculating cluster 3

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Calculating cluster 4

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Calculating cluster 5

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  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 6

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |+                                                 | 2 % ~02s          
  |++                                                | 3 % ~02s          
  |++                                                | 4 % ~02s          
  |+++                                               | 5 % ~02s          
  |+++                                               | 6 % ~02s          
  |++++                                              | 7 % ~02s          
  |++++                                              | 8 % ~02s          
  |+++++                                             | 9 % ~02s          
  |+++++                                             | 10% ~02s          
  |++++++                                            | 11% ~02s          
  |++++++                                            | 12% ~02s          
  |+++++++                                           | 13% ~02s          
  |+++++++                                           | 14% ~02s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |++++++++++++++++++++++++++++++++++                | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 7

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 12% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 8

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~02s          
  |++                                                | 3 % ~02s          
  |+++                                               | 4 % ~02s          
  |+++                                               | 5 % ~02s          
  |++++                                              | 6 % ~02s          
  |++++                                              | 7 % ~02s          
  |+++++                                             | 8 % ~02s          
  |+++++                                             | 9 % ~02s          
  |++++++                                            | 10% ~02s          
  |++++++                                            | 11% ~02s          
  |+++++++                                           | 12% ~02s          
  |+++++++                                           | 13% ~02s          
  |++++++++                                          | 14% ~02s          
  |++++++++                                          | 15% ~02s          
  |+++++++++                                         | 16% ~02s          
  |+++++++++                                         | 18% ~02s          
  |++++++++++                                        | 19% ~02s          
  |++++++++++                                        | 20% ~02s          
  |+++++++++++                                       | 21% ~02s          
  |+++++++++++                                       | 22% ~02s          
  |++++++++++++                                      | 23% ~02s          
  |++++++++++++                                      | 24% ~02s          
  |+++++++++++++                                     | 25% ~02s          
  |+++++++++++++                                     | 26% ~02s          
  |++++++++++++++                                    | 27% ~02s          
  |++++++++++++++                                    | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
  |+++++++++++++++                                   | 30% ~02s          
  |++++++++++++++++                                  | 31% ~02s          
  |++++++++++++++++                                  | 32% ~02s          
  |+++++++++++++++++                                 | 33% ~02s          
  |++++++++++++++++++                                | 34% ~02s          
  |++++++++++++++++++                                | 35% ~02s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 9

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |+++++++++++                                       | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~03s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~03s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~03s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~02s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~02s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~02s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~02s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~02s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~02s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~02s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=09s  
Calculating cluster 10

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |+++++                                             | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 12% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 11

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~03s          
  |++                                                | 2 % ~03s          
  |++                                                | 3 % ~03s          
  |+++                                               | 4 % ~03s          
  |+++                                               | 5 % ~03s          
  |++++                                              | 6 % ~03s          
  |++++                                              | 7 % ~03s          
  |+++++                                             | 9 % ~03s          
  |+++++                                             | 10% ~03s          
  |++++++                                            | 11% ~03s          
  |++++++                                            | 12% ~03s          
  |+++++++                                           | 13% ~03s          
  |+++++++                                           | 14% ~03s          
  |++++++++                                          | 15% ~03s          
  |++++++++                                          | 16% ~03s          
  |+++++++++                                         | 17% ~03s          
  |++++++++++                                        | 18% ~03s          
  |++++++++++                                        | 19% ~03s          
  |+++++++++++                                       | 20% ~03s          
  |+++++++++++                                       | 21% ~03s          
  |++++++++++++                                      | 22% ~02s          
  |++++++++++++                                      | 23% ~02s          
  |+++++++++++++                                     | 24% ~02s          
  |+++++++++++++                                     | 26% ~02s          
  |++++++++++++++                                    | 27% ~02s          
  |++++++++++++++                                    | 28% ~02s          
  |+++++++++++++++                                   | 29% ~02s          
  |+++++++++++++++                                   | 30% ~02s          
  |++++++++++++++++                                  | 31% ~02s          
  |++++++++++++++++                                  | 32% ~02s          
  |+++++++++++++++++                                 | 33% ~02s          
  |++++++++++++++++++                                | 34% ~02s          
  |++++++++++++++++++                                | 35% ~02s          
  |+++++++++++++++++++                               | 36% ~02s          
  |+++++++++++++++++++                               | 37% ~02s          
  |++++++++++++++++++++                              | 38% ~02s          
  |++++++++++++++++++++                              | 39% ~02s          
  |+++++++++++++++++++++                             | 40% ~02s          
  |+++++++++++++++++++++                             | 41% ~02s          
  |++++++++++++++++++++++                            | 43% ~02s          
  |++++++++++++++++++++++                            | 44% ~02s          
  |+++++++++++++++++++++++                           | 45% ~02s          
  |+++++++++++++++++++++++                           | 46% ~02s          
  |++++++++++++++++++++++++                          | 47% ~02s          
  |++++++++++++++++++++++++                          | 48% ~02s          
  |+++++++++++++++++++++++++                         | 49% ~02s          
  |+++++++++++++++++++++++++                         | 50% ~02s          
  |++++++++++++++++++++++++++                        | 51% ~02s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~01s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~01s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~01s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=03s  
Calculating cluster 12

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~02s          
  |++                                                | 2 % ~03s          
  |++                                                | 3 % ~03s          
  |+++                                               | 4 % ~02s          
  |+++                                               | 5 % ~02s          
  |++++                                              | 7 % ~02s          
  |++++                                              | 8 % ~02s          
  |+++++                                             | 9 % ~02s          
  |+++++                                             | 10% ~02s          
  |++++++                                            | 11% ~02s          
  |+++++++                                           | 12% ~02s          
  |+++++++                                           | 13% ~02s          
  |++++++++                                          | 14% ~02s          
  |++++++++                                          | 15% ~02s          
  |+++++++++                                         | 16% ~02s          
  |+++++++++                                         | 18% ~02s          
  |++++++++++                                        | 19% ~02s          
  |++++++++++                                        | 20% ~02s          
  |+++++++++++                                       | 21% ~02s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |+++++++++++++++++++++++++++++++                   | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~01s          
  |++++++++++++++++++++++++++++++++                  | 63% ~01s          
  |++++++++++++++++++++++++++++++++                  | 64% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~01s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~01s          
  |++++++++++++++++++++++++++++++++++                | 67% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~01s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~01s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~01s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=02s  
Calculating cluster 13

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |+                                                 | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |++                                                | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |++++                                              | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |+++++                                             | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
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  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
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  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |++++++++++++++                                    | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |+++++++++++++++                                   | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |+++++++++++++++++++                               | 38% ~01s          
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  |+++++++++++++++++++++                             | 41% ~01s          
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  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |++++++++++++++++++++++++++++                      | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
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  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
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  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
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  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
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  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
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  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Loco.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
Loco.markers %>%
    group_by(cluster) %>%
    top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(Loco, features = top10$gene) + NoLegend()

Locon <- subset(Loco, idents = c(1,4,5,8,10,11,13))
    RunPCA(Locon, npcs = 30, verbose = FALSE) %>%
    RunUMAP(dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
An object of class Seurat 
34320 features across 1127 samples within 2 assays 
Active assay: SCT (16437 features, 10000 variable features)
 1 other assay present: RNA
 2 dimensional reductions calculated: pca, umap
DimHeatmap(Locon, dims = 1:20, cells = 500, balanced = TRUE)

Loco.markers %>%
    group_by(cluster) %>%
    top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(Locon, features = top10$gene) + NoLegend()


Locon2 <- SCTransform(Locon, return.only.var.genes = FALSE, verbose = FALSE) %>%
    RunPCA(npcs = 30, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Locon2, dims = 1:20, cells = 500, balanced = TRUE)

DimPlot(Locon2, reduction = "umap")

FeaturePlot(Locon2, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Hcrtr1", "Eya2", "Th", "Dbh"), order = T)

LoconTH <- subset(Loco, idents = 8)
LoconTH <- FindNeighbors(LoconTH, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)%>%
    RunUMAP( dims = 1:30, verbose = FALSE) 
DimHeatmap(LoconTH, dims = 1:20, cells = 500, balanced = TRUE)
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.

ElbowPlot(LoconTH, ndims = 30)

DimPlot(LoconTH, reduction = "umap")

FeaturePlot(LoconTH, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th"), order = T)

Locon3 <- subset(Locon2, idents = 5)
    RunPCA(Locon2, npcs = 30, verbose = FALSE) %>%
    RunUMAP(dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
An object of class Seurat 
32614 features across 1151 samples within 2 assays 
Active assay: SCT (14731 features, 3000 variable features)
 1 other assay present: RNA
 2 dimensional reductions calculated: pca, umap
DimHeatmap(Locon3, dims = 1:20, cells = 500, balanced = TRUE)
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.
Warning: Requested number is larger than the number of available items (82). Setting to 82.

FeaturePlot(Locon3, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2", "Dbh"), order = T)

Locon3th <- subset(Locon3, Slc18a2 > 1)
FeaturePlot(Locon3th, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2"), order = T)

Locon4 <- FindNeighbors(Locon, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE)
DimHeatmap(Locon4, dims = 1:20, cells = 500, balanced = TRUE)

DimPlot(Locon4, reduction = "umap")

FeaturePlot(Locon4, features = c("Gal", "Grp", "Sst", "Slc17a6", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2", "Dbh", "Gad1", "Calca"), order = T)

SeuratDisk::SaveH5Seurat(Locon4, 
                         filename = paste0("./data/",
                                           Project(object = Locon4), 
                                           ".h5Seurat"), 
                         overwrite = TRUE)
Registered S3 method overwritten by 'SeuratDisk':
  method            from  
  as.sparse.H5Group Seurat
Warning: Overwriting previous file ./data/Locus_Coruleus.h5Seurat
Creating h5Seurat file for version 3.1.5.9900
Adding counts for RNA
Adding data for RNA
No variable features found for RNA
No feature-level metadata found for RNA
Adding counts for SCT
Adding data for SCT
Adding scale.data for SCT
Adding variable features for SCT
No feature-level metadata found for SCT
Writing out SCTModel.list for SCT
Adding cell embeddings for pca
Adding loadings for pca
No projected loadings for pca
Adding standard deviations for pca
No JackStraw data for pca
Adding cell embeddings for umap
No loadings for umap
No projected loadings for umap
No standard deviations for umap
No JackStraw data for umap
FeaturePlot(Locon4, slot = "scale.data", features = c("Slc17a6", "Slc17a7", "Gad1", "Gad2", "Slc32a1", "Dbh", "Th", "Slc6a2", "Slc18a2"), order = T)

FeaturePlot(Locon4, slot = "scale.data", features = c("Gal", "Grp", "Calca", "Cartpt", "Pdyn", "Bdnf", "Adcyap1", "Sst", "Npy"), order = T)

FeaturePlot(Locon4, slot = "scale.data", features = c("Hcrtr1", "Sstr2", "Calcr", "Galr1"), order = T)

LoconTH4 <- subset(Locon4, idents = 3)
LoconTH4 <- FindNeighbors(LoconTH4, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)%>%
    RunUMAP( dims = 1:30, verbose = FALSE) 
DimHeatmap(LoconTH4, dims = 1:20, cells = 500, balanced = TRUE)
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.
Warning: Requested number is larger than the number of available items (80). Setting to 80.

FeaturePlot(Locon4, slot = "scale.data", features = c("Phox2a", "Phox2b", "Eya1", "Eya2"), order = T)

DimPlot(LoconTH4, reduction = "umap")

DimPlot(Locon4, reduction = “umap”)

FeaturePlot(LoconTH4, slot = "scale.data", features = c("Phox2a", "Phox2b", "Eya1", "Eya2"), order = T)

FeaturePlot(LoconTH4, slot = "scale.data", features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Calca", "Hcrtr1", "Sstr2", "Calcr", "Slc6a2", "Slc18a2", "Dbh"), order = T)

FeaturePlot(LoconTH4, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Calca", "Npy", "Hcrtr1", "Sstr2", "Calcr", "Galr1", "Dbh"), order = T)
Warning in FeaturePlot(LoconTH4, features = c("Gal", "Grp", "Pdyn", "Cartpt",  :
  All cells have the same value (0) of Galr1.

Locon5 <- FindNeighbors(Locon, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 2, algorithm = 1, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE)
DimHeatmap(Locon5, dims = 1:20, cells = 500, balanced = TRUE)

Locon5.markers <- FindAllMarkers(Locon5, only.pos = TRUE, test.use = "wilcox", min.pct = 0.1, logfc.threshold = 0.25)
Calculating cluster 0

  |                                                  | 0 % ~calculating  
  |+++                                               | 5 % ~00s          
  |++++++                                            | 11% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 1

  |                                                  | 0 % ~calculating  
  |+++                                               | 4 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++++                                           | 13% ~00s          
  |+++++++++                                         | 17% ~00s          
  |+++++++++++                                       | 22% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 2

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 5 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |++++                                              | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 12% ~00s          
  |+++++++                                           | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 20% ~00s          
  |+++++++++++                                       | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 3

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 11% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 4

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 5

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 18% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |+++++++++++                                       | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 6

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 11% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |+++++++                                           | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |+++++++++++++++++                                 | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 7

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |++                                                | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |++++                                              | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 17% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |+++++++++++                                       | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 38% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 8

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 9

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |+++++++++++                                       | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |++++++++++++++++++                                | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |+++++++++++++++++++                               | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 10

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 11

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 11% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |+++++++                                           | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |+++++++++++++++++                                 | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 12

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 13

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 6 % ~02s          
  |++++                                              | 7 % ~02s          
  |++++                                              | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |+++++++++++                                       | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |+++++++++++++                                     | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~01s          
  |++++++++++++++++                                  | 31% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |++++++++++++++++++++++                            | 44% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |++++++++++++++++++++++++                          | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |+++++++++++++++++++++++++                         | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |++++++++++++++++++++++++++                        | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |+++++++++++++++++++++++++++                       | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 56% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |++++++++++++++++++++++++++++++                    | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 14

  |                                                  | 0 % ~calculating  
  |+                                                 | 2 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 18% ~00s          
  |++++++++++                                        | 19% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 32% ~00s          
  |+++++++++++++++++                                 | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 15

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 2 % ~00s          
  |++                                                | 4 % ~00s          
  |+++                                               | 5 % ~00s          
  |++++                                              | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 9 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 15% ~00s          
  |++++++++                                          | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 18% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |+++++++++++                                       | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++                                  | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 16

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 5 % ~01s          
  |+++                                               | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |+++++++                                           | 13% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 18% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |+++++++++++++                                     | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 32% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |++++++++++++++++++                                | 34% ~00s          
  |++++++++++++++++++                                | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |+++++++++++++++++++                               | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |+++++++++++++++++++++++                           | 46% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 17

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~00s          
  |+++                                               | 5 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 12% ~00s          
  |+++++++                                           | 13% ~00s          
  |+++++++                                           | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 22% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |++++++++++++++                                    | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
  |+++++++++++++++++                                 | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 38% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Locon5.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)

LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "MAST", min.pct = 0.1, logfc.threshold = 0.25)
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "LR")
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)

LoconTH4.markers %>% filter(gene == "Grp")
LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "roc", min.pct = 0.1)
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)

Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Ctrl+Alt+I.When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Ctrl+Shift+K to preview the HTML file).

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---
title: "R Notebook"
output: html_notebook
---

This is an [R Markdown](http://rmarkdown.rstudio.com) Notebook. When you execute code within the notebook, the results appear beneath the code. 

Try executing this chunk by clicking the *Run* button within the chunk or by placing your cursor inside it and pressing *Ctrl+Shift+Enter*. 

```{r Data loading QC Violin}
rm(list = ls())
library(Seurat)
library(dplyr)
library(patchwork)
library(magrittr)
# Load the LC dataset
Loco.data <- Read10X(data.dir = "~/data/Locus_Coruleus2/count/")
# Initialize the Seurat object with the raw (non-normalized data).
Loco <- CreateSeuratObject(counts = Loco.data, project = "Locus_Coruleus", min.cells = 3, min.features = 200)
# The [[ operator can add columns to object metadata. This is a great place to stash QC stats
Loco[["percent.mt"]] <- PercentageFeatureSet(Loco, pattern = "^mt-")
# Visualize QC metrics as a violin plot
VlnPlot(Loco, features = c("nFeature_RNA", "nCount_RNA", "percent.mt"), ncol = 3)
# FeatureScatter is typically used to visualize feature-feature relationships, but can be used
# for anything calculated by the object, i.e. columns in object metadata, PC scores etc.

```

```{r QC2 scatter, fig.width=8, fig.asp=0.618}
plot1 <- FeatureScatter(Loco, feature1 = "nCount_RNA", feature2 = "percent.mt")
plot2 <- FeatureScatter(Loco, feature1 = "nCount_RNA", feature2 = "nFeature_RNA")
plot1 + plot2
```

```{r SCTransform pipeline, fig.asp=0.618, fig.width=12}
Loco <- subset(Loco, subset = nFeature_RNA > 200 & percent.mt < 20)
# normalize and run dimensionality reduction on control dataset
Loco <- SCTransform(Loco, return.only.var.genes = FALSE, verbose = FALSE, variable.features.n = 10000) %>%
    RunPCA(npcs = 100, verbose = FALSE) %>%
    RunUMAP(dims = 1:20, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:100, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Loco, dims = 1:20, cells = 500, balanced = TRUE)
```


```{r elbow PCA}
ElbowPlot(Loco, ndims = 30)
```


```{r Umap all clusters resolution 0.3}
DimPlot(Loco, reduction = "umap",label = T)
```

```{r glutamate marker}
FeaturePlot(Loco, features = c("Slc17a7", "Slc18a2", "Slc17a6", "Gad2", "Piezo2"), order = T)
```


```{r Markers}
Loco.markers <- FindAllMarkers(Loco, only.pos = TRUE, test.use = "wilcox", min.pct = 0.1, logfc.threshold = 0.25)
Loco.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
```
```{r}
Loco.markers %>%
    group_by(cluster) %>%
    top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(Loco, features = top10$gene) + NoLegend()
```

```{r neuronal subset}
Locon <- subset(Loco, idents = c(1,4,5,8,10,11,13))
    RunPCA(Locon, npcs = 30, verbose = FALSE) %>%
    RunUMAP(dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Locon, dims = 1:20, cells = 500, balanced = TRUE)
```

```{r UMAP neurons}
DimPlot(Locon, reduction = "umap")
```
```{r}
Loco.markers %>%
    group_by(cluster) %>%
    top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(Locon, features = top10$gene) + NoLegend()
```

```{r}

Locon2 <- SCTransform(Locon, return.only.var.genes = FALSE, verbose = FALSE) %>%
    RunPCA(npcs = 30, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Locon2, dims = 1:20, cells = 500, balanced = TRUE)
```

```{r}
DimPlot(Locon2, reduction = "umap")
```
```{r}
FeaturePlot(Locon2, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Hcrtr1", "Eya2", "Th", "Dbh"), order = T)
```
```{r}
LoconTH <- subset(Loco, idents = 8)
LoconTH <- FindNeighbors(LoconTH, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)%>%
    RunUMAP( dims = 1:30, verbose = FALSE) 
DimHeatmap(LoconTH, dims = 1:20, cells = 500, balanced = TRUE)
```
```{r}
ElbowPlot(LoconTH, ndims = 30)
```
```{r}
DimPlot(LoconTH, reduction = "umap")
```
```{r}
FeaturePlot(LoconTH, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th"), order = T)
```

```{r}
Locon3 <- subset(Locon2, idents = 5)
    RunPCA(Locon2, npcs = 30, verbose = FALSE) %>%
    RunUMAP(dims = 1:30, verbose = FALSE) %>%
    FindNeighbors(reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)
DimHeatmap(Locon3, dims = 1:20, cells = 500, balanced = TRUE)
```
```{r}
FeaturePlot(Locon3, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2", "Dbh"), order = T)
```
```{r}
Locon3th <- subset(Locon3, Slc18a2 > 1)
```

```{r}
FeaturePlot(Locon3th, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2"), order = T)
```
```{r}
Locon4 <- FindNeighbors(Locon, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE)
DimHeatmap(Locon4, dims = 1:20, cells = 500, balanced = TRUE)
```
```{r}
DimPlot(Locon4, reduction = "umap")
```
```{r}
FeaturePlot(Locon4, features = c("Gal", "Grp", "Sst", "Slc17a6", "Pdyn", "Cartpt", "Bdnf", "Th", "Slc18a2", "Dbh", "Gad1", "Calca"), order = T)
SeuratDisk::SaveH5Seurat(Locon4, 
                         filename = paste0("./data/",
                                           Project(object = Locon4), 
                                           ".h5Seurat"), 
                         overwrite = TRUE)
```
```{r}
FeaturePlot(Locon4, slot = "scale.data", features = c("Slc17a6", "Slc17a7", "Gad1", "Gad2", "Slc32a1", "Dbh", "Th", "Slc6a2", "Slc18a2"), order = T)
```


```{r}
FeaturePlot(Locon4, slot = "scale.data", features = c("Gal", "Grp", "Calca", "Cartpt", "Pdyn", "Bdnf", "Adcyap1", "Sst", "Npy"), order = T)
```



```{r}
FeaturePlot(Locon4, slot = "scale.data", features = c("Hcrtr1", "Sstr2", "Calcr", "Galr1"), order = T)
```


```{r}
LoconTH4 <- subset(Locon4, idents = 3)
LoconTH4 <- FindNeighbors(LoconTH4, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 0.3, algorithm = 1, verbose = FALSE)%>%
    RunUMAP( dims = 1:30, verbose = FALSE) 
DimHeatmap(LoconTH4, dims = 1:20, cells = 500, balanced = TRUE)
```

```{r}
FeaturePlot(Locon4, slot = "scale.data", features = c("Phox2a", "Phox2b", "Eya1", "Eya2"), order = T)
```

```{r}
DimPlot(LoconTH4, reduction = "umap")
```
DimPlot(Locon4, reduction = "umap")
```{r}
FeaturePlot(LoconTH4, slot = "scale.data", features = c("Phox2a", "Phox2b", "Eya1", "Eya2"), order = T)
```
```{r}
FeaturePlot(LoconTH4, slot = "scale.data", features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Calca", "Hcrtr1", "Sstr2", "Calcr", "Slc6a2", "Slc18a2", "Dbh"), order = T)
```
```{r}
FeaturePlot(LoconTH4, slot = "scale.data", features = c("Dbh", "Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Calca", "Npy", "Hcrtr1", "Sstr2", "Calcr", "Galr1"), order = T)
```
```{r}
FeaturePlot(LoconTH4, features = c("Gal", "Grp", "Pdyn", "Cartpt", "Bdnf", "Calca", "Npy", "Hcrtr1", "Sstr2", "Calcr", "Galr1", "Dbh"), order = T)
```
```{r}
LC_markers <- c("Slc17a6", "Slc17a7", "Gad1", "Gad2", "Slc32a1", "Dbh", "Th", "Slc6a2", "Slc18a2", "Gal", "Grp", "Calca",
                "Cartpt", "Pdyn", "Bdnf", "Adcyap1", "Sst", "Npy", "Hcrtr1", "Sstr2", "Calcr", "Galr1", "Phox2a", "Phox2b",
                "Eya1", "Eya2")
DotPlot (Locon4, features = LC_markers)
                      
```
```{r}
Locon5 <- FindNeighbors(Locon, reduction = "pca", dims = 1:30, n.trees = 200, annoy.metric = "cosine", verbose = FALSE) %>%
    FindClusters(resolution = 2, algorithm = 1, verbose = FALSE) %>%
    RunUMAP( dims = 1:30, verbose = FALSE)
DimHeatmap(Locon5, dims = 1:20, cells = 500, balanced = TRUE)
```

```{r}
DimPlot(Locon5, reduction = "umap", label = TRUE)
```
```{r Markers neurons}
Locon5.markers <- FindAllMarkers(Locon5, only.pos = TRUE, test.use = "wilcox", min.pct = 0.1, logfc.threshold = 0.25)
Locon5.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
```
```{r}
DotPlot (Locon5, features = LC_markers)
                      
```

```{r}
LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "MAST", min.pct = 0.1, logfc.threshold = 0.25)
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
```

```{r}
LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "LR")
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)

LoconTH4.markers %>% filter(gene == "Grp")
```

```{r}
LoconTH4.markers <- FindAllMarkers(LoconTH4, only.pos = TRUE, test.use = "roc", min.pct = 0.1)
LoconTH4.markers %>%
    group_by(cluster) %>%
    slice_max(n = 10, order_by = avg_log2FC)
```
Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Ctrl+Alt+I*.When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the *Preview* button or press *Ctrl+Shift+K* to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
